Machine learning integration revealed 9 hub genes (FAM46C, FUT4, ODC1, UQCRB, ID2, TSC22D1, IL17RB, AHR, and MGAT4B) with consistent dysregulation in GERD and IS. Here, ID2 is linked to gastroesophageal reflux disease.